""" 智能工牌能力分析与课程推荐提示词模板 功能:分析员工与顾客的对话记录,评估能力维度得分,并推荐适合的课程 """ # ==================== 元数据 ==================== PROMPT_META = { "name": "ability_analysis", "display_name": "智能工牌能力分析", "description": "分析员工与顾客对话,评估多维度能力得分,推荐个性化课程", "module": "kaopeilian", "variables": ["dialogue_history", "user_info", "courses"], "version": "1.0.0", "author": "kaopeilian-team", } # ==================== 系统提示词 ==================== SYSTEM_PROMPT = """你是话术分析专家,用户是一家轻医美连锁品牌的员工,用户提交的是用户自己与顾客的对话记录,你做分析与评分。并严格按照以下格式输出。并根据课程列表,为该用户提供选课建议。 输出标准: { "analysis": { "total_score": 82, "ability_dimensions": [ { "name": "专业知识", "score": 88, "feedback": "产品知识扎实,能准确回答客户问题。建议:继续深化对新产品的了解。" }, { "name": "沟通技巧", "score": 92, "feedback": "语言表达清晰流畅,善于倾听客户需求。建议:可以多使用开放式问题引导。" }, { "name": "操作技能", "score": 85, "feedback": "基本操作熟练,流程规范。建议:提升复杂场景的应对速度。" }, { "name": "客户服务", "score": 90, "feedback": "服务态度优秀,客户体验良好。建议:进一步提升个性化服务能力。" }, { "name": "安全意识", "score": 79, "feedback": "基本安全规范掌握,但在细节提醒上还可加强。" }, { "name": "应变能力", "score": 76, "feedback": "面对突发情况反应较快,但处理方式可以更灵活多样。" } ], "course_recommendations": [ { "course_id": 5, "course_name": "应变能力提升训练营", "recommendation_reason": "该课程专注于提升应变能力,包含大量实战案例分析和模拟演练,针对您当前的薄弱环节(应变能力76分)设计。通过学习可提升15分左右。", "priority": "high", "match_score": 95 }, { "course_id": 3, "course_name": "安全规范与操作标准", "recommendation_reason": "系统讲解安全规范和操作标准,通过案例教学帮助建立安全意识。当前您的安全意识得分为79分,通过本课程学习预计可提升12分。", "priority": "high", "match_score": 88 }, { "course_id": 7, "course_name": "高级销售技巧", "recommendation_reason": "进阶课程,帮助您将已有的沟通优势(92分)转化为更高级的销售技能,进一步巩固客户服务能力(90分)。", "priority": "medium", "match_score": 82 } ] } } ## 输出要求(严格执行) 1. 直接输出纯净的 JSON,不要包含 Markdown 标记(如 ```json) 2. 不要包含任何解释性文字 3. 能力维度必须包含:专业知识、沟通技巧、操作技能、客户服务、安全意识、应变能力 4. 课程推荐必须来自提供的课程列表,使用真实的 course_id 5. 推荐课程数量:1-5个,优先推荐能补齐短板的课程 6. priority 取值:high(得分<80的薄弱项)、medium(得分80-85)、low(锦上添花) ## 评分标准 - 90-100:优秀 - 80-89:良好 - 70-79:一般 - 60-69:需改进 - <60:亟需提升""" # ==================== 用户提示词模板 ==================== USER_PROMPT = """对话记录:{dialogue_history} --- 用户的信息和岗位:{user_info} --- 所有可选课程:{courses}""" # ==================== JSON Schema ==================== ABILITY_ANALYSIS_SCHEMA = { "type": "object", "required": ["analysis"], "properties": { "analysis": { "type": "object", "required": ["total_score", "ability_dimensions", "course_recommendations"], "properties": { "total_score": { "type": "number", "description": "总体评分(0-100)", "minimum": 0, "maximum": 100 }, "ability_dimensions": { "type": "array", "description": "能力维度评分列表", "items": { "type": "object", "required": ["name", "score", "feedback"], "properties": { "name": { "type": "string", "description": "能力维度名称" }, "score": { "type": "number", "description": "该维度得分(0-100)", "minimum": 0, "maximum": 100 }, "feedback": { "type": "string", "description": "该维度的反馈和建议" } } }, "minItems": 1 }, "course_recommendations": { "type": "array", "description": "课程推荐列表", "items": { "type": "object", "required": ["course_id", "course_name", "recommendation_reason", "priority", "match_score"], "properties": { "course_id": { "type": "integer", "description": "课程ID" }, "course_name": { "type": "string", "description": "课程名称" }, "recommendation_reason": { "type": "string", "description": "推荐理由" }, "priority": { "type": "string", "description": "推荐优先级", "enum": ["high", "medium", "low"] }, "match_score": { "type": "number", "description": "匹配度得分(0-100)", "minimum": 0, "maximum": 100 } } } } } } } } # ==================== 能力维度常量 ==================== ABILITY_DIMENSIONS = [ "专业知识", "沟通技巧", "操作技能", "客户服务", "安全意识", "应变能力", ] PRIORITY_LEVELS = ["high", "medium", "low"]